Use cases
Scraper use cases, with real input and output
148 worked examples — each one a real job, the exact input that does it, and the real rows that come back.
contractor licensing
All contractor licensing actors →- Verify Arizona ROC Contractor Licenses
- Export Ada County, Idaho Registered General Contractors
- Export Annapolis, Maryland Home Improvement Contractors
- Check a California Contractor's Bond & Workers' Comp
- Check a Connecticut Home Improvement Contractor
- Check a Florida Contractor's License Status
- Check an Oregon Contractor's Bond and Insurance
- Verify Colorado Electrical and Plumbing Contractor Licences
- List Cuyahoga County HVAC Contractor Licences
- Licensed Home Improvement Contractors in Washington, DC
- Screen Denver's Electrical and Plumbing Contractors for Disciplinary Actions
- List Douglas County, Nebraska Roofing Contractors
- List Dover, Delaware Contractor and Trade Licences
- Find Arkansas Contractors by Name
- Find Every CSLB License an Owner Holds by Name
- Find Minnesota Roofing Contractors with Enforcement Actions
- Find Every New Mexico Contractor License by Name
- Find Every SC Contractor License by Name
- Find Texas Electricians by Company Name
- List Electrical Contractors in Hinds County, Mississippi
- Download Every Active Idaho Contractor Registration Statewide
- Export Kanawha County, West Virginia Roofing Contractors
- List Class A Contractors in a Virginia City
- List New Mexico Contractors in a City
- List South Carolina General Contractors in a City
- Look Up Florida Contractors by Name
- Look Up Nevada Contractors by Name
- Look Up Tennessee Contractors by Name
- Look Up Oregon Contractors by Name
- List Louisiana Commercial Contractors by Parish
- Verify Maryland MHIC Contractor Licenses
- Verify New Jersey Contractor Licenses (DCA)
- Export Newark, New Jersey Home Improvement Contractors
- Export Phoenix, Arizona Roofing Contractors
- Export Polk County, Iowa Roofing Contractors
- Search Washington Contractors by Business Name
- Verify an Alabama Contractor by License Number
- Verify a California Contractor by License Number
- Verify a Florida Contractor by License Number
- Verify a Massachusetts CSL by License Number
- Verify a Michigan Contractor License by Number
- Verify a Nevada Contractor by License Number
- Verify a New Mexico Contractor by License Number
- Verify a North Carolina Contractor by License Number
- Verify a South Carolina Contractor by License Number
- Verify a Texas Trade License (TDLR)
- Verify a Washington Contractor License
- Verify West Virginia Contractor Licenses
contractor verification
All contractor verification actors →- Give an AI agent the ability to verify a contractor licence
- Allegheny County PA Home Improvement Contractors with Phone Numbers
- Bismarck ND Licensed Contractors with Phone Numbers
- Brooklyn NY Licensed Home Improvement Contractors with Phone Numbers
- Catch a lapsed subcontractor licence before the claim does
- Maine Master Electricians (ALMS)
- Missouri Electrical Contractors (DPR)
- Oklahoma Active Plumbing Contractors (CIB)
- Providence RI Registered Contractors List with Phone Numbers
- Vermont Residential Contractors (OPR)
- Wyoming Electrical Contractors (DFPES)
lead gen directories
All lead gen directories actors →- Export Every Arizona Roofing Contractor (ROC)
- Build a regional construction lead list in one run
- Build a Clark County Electrical Contractor List
- Columbia, SC Building Contractor List with Phone Numbers
- Concord Chamber members with contact emails
- All Contra Costa County chamber members
- Build a Cook County Roofing Contractor List
- Daily Delta: New Business Entities (CO, CT, OR)
- Find contact details for a list of company websites
- Build a Fairfax County Roofing Contractor List
- Export Every Active Florida Roofing Contractor (DBPR)
- Build a Hartford County Home Improvement Contractor List
- Pull Every Certified General Contractor in a Florida County
- Export Every Active HVAC Contractor in TX, OH, WV, ID and DE
- Build a Birmingham-Area Building Contractor Call List
- Build a King County Active Contractor List
- All Licensed Electricians in Los Angeles County
- Match a business list to Google Maps place IDs
- List Commercial Contractors in Mobile and Baldwin Counties
- Find Every Nail Salon in a Sales Territory, With Phone Numbers
- Build a Multnomah County Residential Contractor List
- Every Resy restaurant in New York with open tables tonight
- List Residential Builders in Northwest Arkansas
- Export Every Active Oklahoma Roofing Contractor
- Plumbing Contractors in Orange County
- Build a Pulaski County Roofing Contractor List
- Pull Colorado Business Entity Registrations
- Build a Reno-Area Roofing Contractor List
- Find Restaurants by the Online-Ordering Platform They Use
- Watch Resy restaurants and flag new tables
- Build a Richmond, VA HVAC and Electrical Contractor List
- Build a Salt Lake County Roofing Contractor List
- General Building Contractors in San Diego County
- Every hotel in San Francisco with phone, address and email
- Search Multi-State Business Entities by Name
- Search El Cajon Business Licenses by Address
- Search Pomona Business Licenses by Name
- Build a Travis County HVAC Contractor List
- Build a Utah County HVAC Contractors List (with Davis County)
- Export Every West Virginia Roofing Contractor (WVCLB)
international business directories
All international business directories actors →real estate
All real estate actors →- Build an Absentee Owner Mailing List for a ZIP Code
- Austin TX Home Floor Plans by Address
- Auto-fill a Property Form from Just an Address
- Building a County-Level Commercial Inventory Map from Crexi
- Fairfield County CT New Homeowner Leads
- Newport RI Short-Term Rental Registrations List
- Open code violations in Philadelphia with property owners
- Pinellas County, FL flood zone property owners
- Santa Clara County APN Lookup: Parcel Number to Zillow & Redfin
- Look Up Who Owns a List of Property Addresses
company and market intel
All company and market intel actors →- AI Teardown of an App's App Store Reviews
- Google Maps rank grid: coffee shop around a café in Oakland
- Compare Two Competitor Apps' Reviews
- Find a Competitor's Vietnam Suppliers in US Customs Records
- A daily new-lots feed from Copart with monitor mode
- Copart Buy It Now lots in Texas with repair cost vs retail value
- Find the Top Complaints in an App's Reviews
- How Long Has That Ad Been Running? Creative Longevity from the Transparency Center
- The newest Joe Rogan Experience transcripts with SRT subtitles
- 2026 Senate Races: Kalshi Odds History and Results
- Backtesting funding carry on Kalshi BTC and ETH perps since June 2026
- Kalshi stock perps: a daily open interest and funding tracker
- Reading Kalshi's Weather Markets by City, Station and Bracket
- New Job Postings This Week Across a Company List
- Registered Nurse Jobs Across Several US Cities
- Every Open Job at a Company, From Its Career Page
- Benchmark Startup Data Scientist Pay in San Francisco
- Benchmark Software Engineer Pay From Posted Salary Ranges
- Every Spotify podcast episode that mentions your brand
- Startups That Raised $1M+ Last Quarter (SEC Form D)
- Open Roles From a Workday Careers Site
shopify intel
All shopify intel actors →risk compliance
All risk compliance actors →- Alert: New Federal IT Services Contracts
- Compare Employers' OSHA Safety Risk
- Dollar General OSHA Violation History & Risk
- Monitor Small-Business Set-Aside Opportunities
- NRC licence amendment requests with licensee contacts
- Screen a Supplier for OSHA Repeat Violations
- Watch a Federal Agency for New Contracts